{"id":"W3157265805","doi":"10.1016/j.eclinm.2021.100865","title":"Accelerated vaccine rollout is imperative to mitigate highly transmissible COVID-19 variants","year":2021,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute of Allergy and Infectious Diseases; Canada Foundation for Innovation; Canadian Institutes of Health Research; Notsew Orm Sands Foundation; National Institutes of Health; National Science Foundation","keywords":"Medicine; Vaccination; Coronavirus disease 2019 (COVID-19); Outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Prioritization; Transmission (telecommunications); Vaccine efficacy; Virology; Environmental health; Demography; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001420919,0.0004890823,0.001400025,0.0003466053,0.0002515747,0.00007127286,0.0004023283,0.0003971527,0.002570433],"category_scores_gemma":[0.005757686,0.000386797,0.0003311598,0.002023502,0.0001574881,0.0001397639,0.000178604,0.001026889,0.001014562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002687632,"about_ca_system_score_gemma":0.003339594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002740885,"about_ca_topic_score_gemma":0.0001043968,"domain_scores_codex":[0.9949495,0.0002961018,0.001351012,0.00130218,0.001133534,0.0009676511],"domain_scores_gemma":[0.9956313,0.001126898,0.0001378048,0.001182506,0.0008098769,0.001111636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008332839,0.002939042,0.1264851,0.0009692287,0.001678083,0.01393014,0.005947116,0.00001007382,0.5652252,0.0006300707,0.253924,0.01992907],"study_design_scores_gemma":[0.02406467,0.00287859,0.03225603,0.0004953021,0.0004459507,0.0004535747,0.0005263633,0.0008621656,0.1481126,0.0006873446,0.7885796,0.0006378443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8067722,0.002471168,0.00283991,0.1759014,0.0007335119,0.001536322,0.00009123964,0.0003730104,0.009281284],"genre_scores_gemma":[0.5094815,0.0000888799,0.0008776927,0.4860165,0.0009744765,0.0000906518,0.0000514038,0.00007280718,0.002346108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5346555,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073366027338917,"score_gpt":0.4430345092871818,"score_spread":0.3356979065532901,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}